Independent Component Analysis of the Gamma Ray Spectrometer data of SELENE (Kaguya)

O. Forni; O. Gasnault; B. Diez; C. d'Uston; S. Maurice; Nobuyuki Hasebe; O. Okudaira; N. Yamashita; S. Kobayashi; Y. Karouji; M. Hareyama; M. Kobayashi; R. C. Reedy; K. J. Kim

doi:10.1109/WHISPERS.2009.5289071

Independent Component Analysis of the Gamma Ray Spectrometer data of SELENE (Kaguya)

O. Forni^*, O. Gasnault, B. Diez, C. d'Uston, S. Maurice, Nobuyuki Hasebe, O. Okudaira, N. Yamashita, S. Kobayashi, Y. Karouji, M. Hareyama, M. Kobayashi, R. C. Reedy, K. J. Kim

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2 Citations (Scopus)

Abstract

We analyze the spectra measured by the Gamma Ray Spectrometer (GRS) on board the SELENE satellite orbiting the Moon. The spectra consist in 8192 energy channels ranging from 0 to 12 MeV and exhibiting lines of interest (O, Mg, A1, Si, Ti, Ca, Fe, K, Th, and U) superposed on a continuum. We have also analysed the data with various multivariate techniques, one of them being the Independent Component Analysis. We have used the JADE algorithm for our analysis that we focused in the energy range from 750 to 3000 keV. We identify at least three meaningful components. The first one is correlated to the Thorium map. The corresponding correlation coefficient spectrum exhibits the lines of Thorium, Potassium and Uranium. The second component is clearly correlated with the Iron as shown on its corresponding spectrum. Finally the third component seems to be related to the altitude of the spacecraft. This work shows that maps of elements such as iron will be available with the GRS data by a purely statistical analysis.

Original language	English
Title of host publication	WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
DOIs	https://doi.org/10.1109/WHISPERS.2009.5289071
Publication status	Published - 2009
Externally published	Yes
Event	WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing - Grenoble Duration: 2009 Aug 26 → 2009 Aug 28

Other

Other	WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
City	Grenoble
Period	09/8/26 → 09/8/28

Keywords

Gamma ray spectroscopy
Independent Component Analysis
SELENE

ASJC Scopus subject areas

Computer Networks and Communications
Computer Vision and Pattern Recognition
Signal Processing

Access to Document

10.1109/WHISPERS.2009.5289071

Cite this

Forni, O., Gasnault, O., Diez, B., d'Uston, C., Maurice, S., Hasebe, N., Okudaira, O., Yamashita, N., Kobayashi, S., Karouji, Y., Hareyama, M., Kobayashi, M., Reedy, R. C., & Kim, K. J. (2009). Independent Component Analysis of the Gamma Ray Spectrometer data of SELENE (Kaguya). In WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing Article 5289071 https://doi.org/10.1109/WHISPERS.2009.5289071

Forni, O, Gasnault, O, Diez, B, d'Uston, C, Maurice, S, Hasebe, N, Okudaira, O, Yamashita, N, Kobayashi, S, Karouji, Y, Hareyama, M, Kobayashi, M, Reedy, RC & Kim, KJ 2009, Independent Component Analysis of the Gamma Ray Spectrometer data of SELENE (Kaguya). in WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing., 5289071, WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, Grenoble, 09/8/26. https://doi.org/10.1109/WHISPERS.2009.5289071

@inproceedings{f81ae9c622844ff284fddf9d1f23a5a4,

title = "Independent Component Analysis of the Gamma Ray Spectrometer data of SELENE (Kaguya)",

abstract = "We analyze the spectra measured by the Gamma Ray Spectrometer (GRS) on board the SELENE satellite orbiting the Moon. The spectra consist in 8192 energy channels ranging from 0 to 12 MeV and exhibiting lines of interest (O, Mg, A1, Si, Ti, Ca, Fe, K, Th, and U) superposed on a continuum. We have also analysed the data with various multivariate techniques, one of them being the Independent Component Analysis. We have used the JADE algorithm for our analysis that we focused in the energy range from 750 to 3000 keV. We identify at least three meaningful components. The first one is correlated to the Thorium map. The corresponding correlation coefficient spectrum exhibits the lines of Thorium, Potassium and Uranium. The second component is clearly correlated with the Iron as shown on its corresponding spectrum. Finally the third component seems to be related to the altitude of the spacecraft. This work shows that maps of elements such as iron will be available with the GRS data by a purely statistical analysis.",

keywords = "Gamma ray spectroscopy, Independent Component Analysis, SELENE",

author = "O. Forni and O. Gasnault and B. Diez and C. d'Uston and S. Maurice and Nobuyuki Hasebe and O. Okudaira and N. Yamashita and S. Kobayashi and Y. Karouji and M. Hareyama and M. Kobayashi and Reedy, {R. C.} and Kim, {K. J.}",

year = "2009",

doi = "10.1109/WHISPERS.2009.5289071",

language = "English",

isbn = "9781424446872",

booktitle = "WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing",

note = "WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing ; Conference date: 26-08-2009 Through 28-08-2009",

}

TY - GEN

T1 - Independent Component Analysis of the Gamma Ray Spectrometer data of SELENE (Kaguya)

AU - Forni, O.

AU - Gasnault, O.

AU - Diez, B.

AU - d'Uston, C.

AU - Maurice, S.

AU - Hasebe, Nobuyuki

AU - Okudaira, O.

AU - Yamashita, N.

AU - Kobayashi, S.

AU - Karouji, Y.

AU - Hareyama, M.

AU - Kobayashi, M.

AU - Reedy, R. C.

AU - Kim, K. J.

PY - 2009

Y1 - 2009

N2 - We analyze the spectra measured by the Gamma Ray Spectrometer (GRS) on board the SELENE satellite orbiting the Moon. The spectra consist in 8192 energy channels ranging from 0 to 12 MeV and exhibiting lines of interest (O, Mg, A1, Si, Ti, Ca, Fe, K, Th, and U) superposed on a continuum. We have also analysed the data with various multivariate techniques, one of them being the Independent Component Analysis. We have used the JADE algorithm for our analysis that we focused in the energy range from 750 to 3000 keV. We identify at least three meaningful components. The first one is correlated to the Thorium map. The corresponding correlation coefficient spectrum exhibits the lines of Thorium, Potassium and Uranium. The second component is clearly correlated with the Iron as shown on its corresponding spectrum. Finally the third component seems to be related to the altitude of the spacecraft. This work shows that maps of elements such as iron will be available with the GRS data by a purely statistical analysis.

AB - We analyze the spectra measured by the Gamma Ray Spectrometer (GRS) on board the SELENE satellite orbiting the Moon. The spectra consist in 8192 energy channels ranging from 0 to 12 MeV and exhibiting lines of interest (O, Mg, A1, Si, Ti, Ca, Fe, K, Th, and U) superposed on a continuum. We have also analysed the data with various multivariate techniques, one of them being the Independent Component Analysis. We have used the JADE algorithm for our analysis that we focused in the energy range from 750 to 3000 keV. We identify at least three meaningful components. The first one is correlated to the Thorium map. The corresponding correlation coefficient spectrum exhibits the lines of Thorium, Potassium and Uranium. The second component is clearly correlated with the Iron as shown on its corresponding spectrum. Finally the third component seems to be related to the altitude of the spacecraft. This work shows that maps of elements such as iron will be available with the GRS data by a purely statistical analysis.

KW - Gamma ray spectroscopy

KW - Independent Component Analysis

KW - SELENE

UR - http://www.scopus.com/inward/record.url?scp=72049124305&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=72049124305&partnerID=8YFLogxK

U2 - 10.1109/WHISPERS.2009.5289071

DO - 10.1109/WHISPERS.2009.5289071

M3 - Conference contribution

AN - SCOPUS:72049124305

SN - 9781424446872

BT - WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing

T2 - WHISPERS '09 - 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing

Y2 - 26 August 2009 through 28 August 2009

ER -

Independent Component Analysis of the Gamma Ray Spectrometer data of SELENE (Kaguya)

Abstract

Other

Keywords

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this